SetFitQuad: A Few-Shot Framework for Aspect Sentiment Quad Prediction With Sampling Strategies

Aspect Sentiment Quad Prediction (ASQP) aims to extract structured sentiment quadruples, comprising aspect category, aspect term, opinion expression, and sentiment polarity from text to enable fine-grained sentiment analysis. Although generative models, such as T5, achieve strong results in this tas...

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Bibliographic Details

Published in:	IEEE Access
Main Authors:	Hsiu-Min Chuang, Jhe-Kuan Lin
Format:	Article
Language:	English
Published:	IEEE 2025-01-01
Subjects:	Aspect-based sentiment analysis aspect sentiment quad prediction few-shot learning sampling strategies efficient model design pretrained language models
Online Access:	https://ieeexplore.ieee.org/document/11130183/